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  3. Biology (-tech,-chem,micro-)

wavelet-chaos-neural network

Polish translation: metodologia analizy falkowej i ilościowego oznaczania chaotycznej dynamiki sieci neuronowych

GLOSSARY ENTRY (DERIVED FROM QUESTION BELOW)
English term or phrase:wavelet-chaos-neural network
Polish translation:metodologia analizy falkowej i ilościowego oznaczania chaotycznej dynamiki sieci neuronowych
Entered by: Frank Szmulowicz, Ph. D.

04:49 Aug 29, 2020
English to Polish translations [PRO]
Science - Biology (-tech,-chem,micro-)
English term or phrase: wavelet-chaos-neural network
Some electrophysiological metrics are emerging as potential discriminators between brain signal from individuals with ASCs and those who are neurotypical, such as a wavelet-chaos-neural network methodology applied to EEG signal and reduced cross-frequency coupling.

Dziękuję serdecznie.
Epcia33
Local time: 10:59
metodologia analizy falkowej i ilościowego oznaczania chaotycznej dynamiki sieci neuronowych
Explanation:
metodologia analizy falkowej i ilościowego oznaczania chaotycznej dynamiki sieci neuronowych (ang. wavelet-chaos-neural network)


cccccc
A novel wavelet-chaos-neural network methodology is presented for classification of electroencephalograms (EEGs) into healthy, ictal, and interictal EEGs. Wavelet analysis is used to decompose the EEG into delta, theta, alpha, beta, and gamma sub-bands.

Three parameters are employed for EEG representation: standard deviation (quantifying the signal variance), correlation dimension, and largest Lyapunov exponent (quantifying the non-linear chaotic dynamics of the signal). The classification accuracies of the following techniques are compared: 1) unsupervised-means clustering; 2) linear and quadratic discriminant analysis; 3) radial basis function neural network; 4) Levenberg-Marquardt backpropagation neural network (LMBPNN). To reduce the computing time and output analysis, the research was performed in two phases: band-specific analysis and mixed-band analysis. In phase two, over 500 different

https://scholar.google.com/citations?user=TQMpoh8AAAAJ&hl=en...
Selected response from:

Frank Szmulowicz, Ph. D.
United States
Local time: 04:59
Grading comment
4 KudoZ points were awarded for this answer



Summary of answers provided
3metodologia analizy falkowej i ilościowego oznaczania chaotycznej dynamiki sieci neuronowych
Frank Szmulowicz, Ph. D.


  

Answers


7 hrs   confidence: Answerer confidence 3/5Answerer confidence 3/5
metodologia analizy falkowej i ilościowego oznaczania chaotycznej dynamiki sieci neuronowych


Explanation:
metodologia analizy falkowej i ilościowego oznaczania chaotycznej dynamiki sieci neuronowych (ang. wavelet-chaos-neural network)


cccccc
A novel wavelet-chaos-neural network methodology is presented for classification of electroencephalograms (EEGs) into healthy, ictal, and interictal EEGs. Wavelet analysis is used to decompose the EEG into delta, theta, alpha, beta, and gamma sub-bands.

Three parameters are employed for EEG representation: standard deviation (quantifying the signal variance), correlation dimension, and largest Lyapunov exponent (quantifying the non-linear chaotic dynamics of the signal). The classification accuracies of the following techniques are compared: 1) unsupervised-means clustering; 2) linear and quadratic discriminant analysis; 3) radial basis function neural network; 4) Levenberg-Marquardt backpropagation neural network (LMBPNN). To reduce the computing time and output analysis, the research was performed in two phases: band-specific analysis and mixed-band analysis. In phase two, over 500 different

https://scholar.google.com/citations?user=TQMpoh8AAAAJ&hl=en...

Frank Szmulowicz, Ph. D.
United States
Local time: 04:59
Works in field
Native speaker of: Native in EnglishEnglish, Native in PolishPolish
PRO pts in category: 578
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